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Talagrand
Talagrand
PulseAugur coverage of Talagrand — every cluster mentioning Talagrand across labs, papers, and developer communities, ranked by signal.
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New learning procedure achieves universal sample complexity bounds
Researchers have developed a new learning procedure that can achieve state-of-the-art sample complexity bounds in convex learning problems, even in heavy-tailed scenarios. This method utilizes optimal mean estimation te…
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New statistical learning bounds offer efficient risk detection
This paper introduces new concentration inequalities for error probabilities within the Empirical Risk Principle (ERP) in statistical learning. These inequalities establish non-asymptotic high-confidence lower and upper…